Information on this script:

This script is intended to conduct a network analysis investigation on selected measures of the ALSPAC Birth Cohort Study. The script is designed to allow flexibilty in adding/removing variables into and out of the network model. A novel feature added to this script is the seperation of network connections by their weight in the network, and and the capability to highlight only certain key nodes which bridge categories or latent factors.

This script was created as part of a Dissertation project “Exploring the Underlying Structures of Comorbidity in Childhood Psychopathology: A Network Analysis of Symptom Relationships”

All code was written by "Auclstudent". Unauthorised reproduction is not allowed. Please contact the UCL Department of Psychology and Language Sciences if you wish to use this code. DISCLAIMER: This code was written as a learning exercise and is still in early development. Be sure to cut redundant code where necessary.

Please Note: This script operates on data that has already been processed and cleaned. Please refer to the full version of this script for the data cleaning process.

Descriptive statistics T1

Node Names Mean(SD) N
H.1 Compared to other children of her age, does she often fidget 0.316(0.566) 8121
H.2 Is it hard for her to stay sitting down for long? 0.277(0.545) 8131
H.3 Does she run or climb about when she shouldn’t? 0.234(0.503) 8126
H.4 Does she find it hard to play or take part in other leisure activities without making a noise? 0.201(0.479) 8139
H.5 If she is rushing about does she find it hard to calm down when someone asks her to do so ? 0.24(0.510) 8119
IM.1 Does she often blurt out an answer before she has heard the question properly? 0.206(0.461) 8123
IM.2 Is it hard for her to wait her turn? 0.24(0.498) 8132
IM.3 Does she often butt in on other people’s conversation or games? 0.357(0.567) 8113
IM.4 Does she often go on talking even if she has been asked to stop or no one is listening? 0.398(0.598) 8115
IN.1 Does she often make careless mistakes or fail to pay attention to what she is supposed to be doing? 0.322(0.550) 8107
IN.2 Does she often seem to lose interest in what she is doing? 0.22(0.490) 8123
IN.3 Does she often not listen to what people are saying to her? 0.344(0.566) 8105
IN.4 Does she often not finish a job properly? 0.269(0.516) 8089
IN.5 Is it often hard for her to get herself organised to do something? 0.264(0.520) 8090
IN.6 Does she often try to get out of things she would have to think about, such as homework? 0.294(0.544) 8091
IN.7 Does she often lose things she needs for school or PE? 0.181(0.445) 8112
IN.8 Is she easily distracted? 0.357(0.587) 8099
IN.9 Is she often forgetful? 0.247(0.506) 8109
SPA.1 Has she often not wanted to go to school in case something nasty happened whilst she was there to a person she is attached to? 0.029(0.195) 7586
SPA.2 Has she worried about sleeping alone? 0.167(0.445) 7606
SPA.3 Has she come out of her bedroom at night to check on, or to sleep near any of her caretakers? 0.168(0.455) 7579
SPA.4 Has she worried about sleeping in a strange place? 0.092(0.335) 7565
SPA.5 Has she been afraid of being alone in a room at home without one of the people she is attached to? 0.12(0.380) 7571
SPA.6 Has she had repeated nightmares or bad dreams about being separated from any of these people? 0.039(0.218) 7533
SA.1 Degree to which child was afraid of meeting new people in past month 0.247(0.732) 8162
SA.2 Degree to which child was afraid of meeting lots of people in past month 0.327(0.880) 8168
SA.3 Degree to which child was afraid of speaking in class in past month 0.298(0.720) 8109
SA.4 Degree to which child was afraid of reading out loud before others in past month 0.382(0.828) 8106
SA.5 Degree to which child was afraid of writing in front of others in past month 0.201(0.684) 8119
SA.6 Degree to which child was afraid of eating in front of others in past month 0.049(0.348) 8153
G.1 Does she worry a lot about Past behaviour 0.204(0.424) 8153
G.2 School work, homework or tests 0.394(0.564) 8168
G.3 Examinations 0.157(0.391) 8156
G.4 Disasters 0.094(0.310) 8151
G.5 Her own health 0.269(0.483) 8152
G.6 Bad things happening to others 0.182(0.419) 8143
G.7 The future 0.109(0.382) 8171
C.1 Frequency child has repeatedly cleaned self excessively in past month 0.02(0.165) 8104
C.2 Frequency child has repeatedly taken other special measures to avoid dirt in past month 0.015(0.137) 8101
C.3 Frequency child has repeatedly checked things in past month 0.015(0.142) 8102
C.4 child has repeatedly performed repeated actions in past month 0.017(0.153) 8099
C.5 Frequency child has repeatedly touched things/people in particular ways in past month 0.021(0.171) 8099
C.6 Frequency child has repeatedly arranged things symmetrically in past month 0.041(0.225) 8092
C.7 Frequency child has repeatedly counted to lucky numbers / avoided unlucky numbers in past month 0.004(0.072) 8095
C.8 Frequency child has repeatedly done anything else in past month 0.038(0.264) 8105
D.1 She has often complained of headaches, stomach aches or sickness 0.338(0.565) 8390
D.2 She has many worries, often seems worried 0.293(0.521) 8360
D.3 She is often unhappy, down-hearted or tearful 0.171(0.409) 8404
D.4 She is nervous or clingy in new situations, easily loses confidence 0.435(0.607) 8384
D.5 She has many fears, is easily scared 0.269(0.507) 8363
E.1 In the last 6 months and compared with other children has she had severe temper tantrums? 0.112(0.373) 8097
E.2 Has she argued with grown-ups? 0.201(0.471) 8125
E.3 Has she taken no notice of rules, or refused to do as she is told? 0.181(0.456) 8114
E.4 Has she seemed to do things to annoy other people on purpose? 0.188(0.456) 8098
E.5 Has she blamed others for her own mistakes or bad behaviour? 0.183(0.442) 8103
E.6 Has she been touchy and easily annoyed? 0.222(0.473) 8108
E.7 Has she been angry and resentful? 0.155(0.422) 8090
E.8 Has she been spiteful? 0.079(0.305) 8071
E.9 Has she tried to get her own back on people? 0.075(0.302) 8074

Descriptive statistics T2

Node Names Mean(SD) N
H.1 Compared to other children of her age, does she often fidget 0.227(0.501) 7009
H.2 Is it hard for her to stay sitting down for long? 0.159(0.437) 7015
H.3 Does she run or climb about when she shouldn’t? 0.066(0.292) 7013
H.4 Does she find it hard to play or take part in other leisure activities without making a noise? 0.104(0.355) 7014
H.5 If she is rushing about does she find it hard to calm down when someone asks her to do so ? 0.111(0.363) 7000
IM.1 Does she often blurt out an answer before she has heard the question properly? 0.159(0.418) 7021
IM.2 Is it hard for her to wait her turn? 0.132(0.393) 7022
IM.3 Does she often butt in on other people’s conversation or games? 0.224(0.481) 7017
IM.4 Does she often go on talking even if she has been asked to stop or no one is listening? 0.261(0.524) 7020
IN.1 Does she often make careless mistakes or fail to pay attention to what she is supposed to be doing? 0.295(0.532) 6996
IN.2 Does she often seem to lose interest in what she is doing? 0.193(0.460) 6997
IN.3 Does she often not listen to what people are saying to her? 0.301(0.538) 6994
IN.4 Does she often not finish a job properly? 0.294(0.532) 6989
IN.5 Is it often hard for her to get herself organised to do something? 0.321(0.562) 6980
IN.6 Does she often try to get out of things she would have to think about, such as homework? 0.343(0.587) 6980
IN.7 Does she often lose things she needs for school or PE? 0.268(0.539) 6997
IN.8 Is she easily distracted? 0.338(0.583) 6988
IN.9 Is she often forgetful? 0.292(0.547) 6989
SPA.1 Has she often not wanted to go to school in case something nasty happened whilst she was there to a person she is attached to? 0.024(0.186) 6411
SPA.2 Has she worried about sleeping alone? 0.062(0.277) 6432
SPA.3 Has she come out of her bedroom at night to check on, or to sleep near any of her caretakers? 0.054(0.265) 6398
SPA.4 Has she worried about sleeping in a strange place? 0.073(0.293) 6418
SPA.5 Has she been afraid of being alone in a room at home without one of the people she is attached to? 0.041(0.224) 6416
SPA.6 Has she had repeated nightmares or bad dreams about being separated from any of these people? 0.022(0.163) 6406
SA.1 Degree to which child was afraid of meeting new people in past month 0.335(0.871) 7039
SA.2 Degree to which child was afraid of meeting lots of people in past month 0.442(1.040) 7029
SA.3 Degree to which child was afraid of speaking in class in past month 0.478(0.848) 6977
SA.4 Degree to which child was afraid of reading out loud before others in past month 0.511(0.886) 6979
SA.5 Degree to which child was afraid of writing in front of others in past month 0.282(0.818) 6987
SA.6 Degree to which child was afraid of eating in front of others in past month 0.087(0.443) 7027
G.1 Does she worry a lot about Past behaviour 0.408(0.529) 3964
G.2 School work, homework or tests 0.912(0.515) 3992
G.3 Examinations 0.295(0.487) 3963
G.4 Disasters 0.318(0.517) 3963
G.5 Her own health 0.479(0.558) 3959
G.6 Bad things happening to others 0.478(0.566) 3958
G.7 The future 0.253(0.544) 2665
C.1 Frequency child has repeatedly cleaned self excessively in past month 0.035(0.220) 6947
C.2 Frequency child has repeatedly taken other special measures to avoid dirt in past month 0.017(0.156) 6945
C.3 Frequency child has repeatedly checked things in past month 0.036(0.220) 6951
C.4 child has repeatedly performed repeated actions in past month 0.015(0.149) 6940
C.5 Frequency child has repeatedly touched things/people in particular ways in past month 0.019(0.168) 6939
C.6 Frequency child has repeatedly arranged things symmetrically in past month 0.039(0.230) 6942
C.7 Frequency child has repeatedly counted to lucky numbers / avoided unlucky numbers in past month 0.012(0.129) 6932
C.8 Frequency child has repeatedly done anything else in past month 0.051(0.299) 5997
D.1 She has often complained of headaches, stomach aches or sickness 0.486(0.743) 7063
D.2 She has many worries, often seems worried 0.356(0.935) 7056
D.3 She is often unhappy, down-hearted or tearful 0.211(0.709) 7050
D.4 She is nervous or clingy in new situations, easily loses confidence 0.352(0.786) 7061
D.5 She has many fears, is easily scared 0.265(0.943) 7063
E.1 In the last 6 months and compared with other children has she had severe temper tantrums? 0.506(0.564) 6957
E.2 Has she argued with grown-ups? 0.174(0.450) 6997
E.3 Has she taken no notice of rules, or refused to do as she is told? 0.14(0.416) 6973
E.4 Has she seemed to do things to annoy other people on purpose? 0.158(0.421) 6975
E.5 Has she blamed others for her own mistakes or bad behaviour? 0.135(0.396) 6968
E.6 Has she been touchy and easily annoyed? 0.221(0.475) 6991
E.7 Has she been angry and resentful? 0.156(0.428) 6971
E.8 Has she been spiteful? 0.062(0.277) 6926
E.9 Has she tried to get her own back on people? 0.061(0.276) 6934

Research Question 1: Latent Factor Vs DSM comparison

Results: Time Point 1

Symptom Network: Categorised by DSM categories

Symptom Network: Latent Categories determined by EGA Clustering_Walktrap Algorithm

Results: Time Point 2

Symptom Network: Categorised by DSM categories

Symptom Network: Latent Categories determined by EGA Clustering_Walktrap Algorithm

Network Descriptives T1+T2

Creating plot of mean betweenness centrality per disorder category:

Network Descriptives calculated using Expected Influence

node EI2 Betweenness timepoint
H.1 H.1 0.2601598 -0.5003924 T1
H.2 H.2 0.2625382 -0.0875687 T1
H.3 H.3 -1.0887081 0.7630985 T1
H.4 H.4 1.7054009 -0.3252551 T1
H.5 H.5 1.8651735 -0.3627845 T1
IM.1 IM.1 0.0915026 -0.0375294 T1
IM.2 IM.2 1.2571481 -0.5629415 T1
IM.3 IM.3 1.3234540 -0.1626275 T1
IM.4 IM.4 1.1208585 0.0750589 T1
IN.1 IN.1 -0.2445546 -0.2501962 T1
IN.2 IN.2 0.5398102 0.1125883 T1
IN.3 IN.3 1.0721913 -0.4628630 T1
IN.4 IN.4 -0.4275784 -0.4628630 T1
IN.5 IN.5 -0.5679008 -0.5379219 T1
IN.6 IN.6 -1.0250334 -0.4253336 T1
IN.7 IN.7 -1.5968571 -0.4878826 T1
IN.8 IN.8 0.1378748 0.2001570 T1
IN.9 IN.9 -1.3383887 -0.0500392 T1
SPA.1 SPA.1 2.0960925 0.4753728 T1
SPA.2 SPA.2 -1.2032853 0.6505102 T1
SPA.3 SPA.3 -2.4894884 -0.5003924 T1
SPA.4 SPA.4 -0.2053354 -0.5379219 T1
SPA.5 SPA.5 0.4919891 -0.5629415 T1
SPA.6 SPA.6 1.5221001 -0.4878826 T1
SA.1 SA.1 0.6199548 -0.1626275 T1
SA.2 SA.2 -0.6035939 -0.5254121 T1
SA.3 SA.3 -0.9851401 0.2126668 T1
SA.4 SA.4 -1.4512858 -0.4003139 T1
SA.5 SA.5 -0.0184642 0.1876472 T1
SA.6 SA.6 0.0184826 0.2251766 T1
G.1 G.1 0.3805589 -0.2126668 T1
G.2 G.2 0.6302819 -0.5254121 T1
G.3 G.3 1.2730250 -0.3627845 T1
G.4 G.4 1.0824040 -0.4003139 T1
G.5 G.5 1.3916399 -0.1250981 T1
G.6 G.6 0.5716810 -0.1751374 T1
G.7 G.7 -0.0629320 -0.5379219 T1
C.1 C.1 -0.1181398 0.4878826 T1
C.2 C.2 -0.6688486 0.3377649 T1
C.3 C.3 1.1087690 0.1250981 T1
C.4 C.4 0.4601784 2.8021976 T1
C.5 C.5 0.1287544 -0.0500392 T1
C.6 C.6 -2.1485233 -0.4628630 T1
C.7 C.7 -1.1578130 6.3925133 T1
C.8 C.8 -0.0155655 0.1376079 T1
D.1 D.1 0.4404882 -0.5629415 T1
D.2 D.2 0.2393790 -0.0500392 T1
D.3 D.3 -0.1755228 -0.5129022 T1
D.4 D.4 0.2382205 -0.3878041 T1
D.5 D.5 1.0016381 0.9007064 T1
E.1 E.1 -0.4079351 0.2501962 T1
E.2 E.2 -1.3213964 -0.2877256 T1
E.3 E.3 -0.2658198 -0.3377649 T1
E.4 E.4 -0.9180126 -0.5254121 T1
E.5 E.5 -0.8324950 -0.2627060 T1
E.6 E.6 -0.5447232 -0.4753728 T1
E.7 E.7 0.0754679 -0.4378434 T1
E.8 E.8 -0.6960690 -0.1125883 T1
E.9 E.9 -0.8278068 0.3627845 T1
H.11 H.1 -0.2055207 -0.8833358 T2
H.21 H.2 -0.6829808 0.3439379 T2
H.31 H.3 -0.3781667 -0.6928968 T2
H.41 H.4 0.6906383 -0.0157803 T2
H.51 H.5 2.3076596 -0.5024577 T2
IM.11 IM.1 1.0654529 0.4920571 T2
IM.21 IM.2 1.2087775 -0.4601380 T2
IM.31 IM.3 -0.1429173 -0.6505770 T2
IM.41 IM.4 0.2739299 -0.3331786 T2
IN.11 IN.1 0.2024833 -0.1427396 T2
IN.21 IN.2 0.9416542 -0.4178182 T2
IN.31 IN.3 1.1074514 -0.4389781 T2
IN.41 IN.4 -0.2127140 0.0476994 T2
IN.51 IN.5 -0.3761708 -0.7140566 T2
IN.61 IN.6 -0.7170700 -0.5024577 T2
IN.71 IN.7 -1.6126470 0.7248159 T2
IN.81 IN.8 0.0613783 -0.6082572 T2
IN.91 IN.9 -1.4228886 -0.1427396 T2
SPA.11 SPA.1 2.7743943 2.4176071 T2
SPA.21 SPA.2 -0.5013295 -0.3331786 T2
SPA.31 SPA.3 -0.5494957 -0.6928968 T2
SPA.41 SPA.4 0.5414654 -0.5024577 T2
SPA.51 SPA.5 0.7216822 0.5766967 T2
SPA.61 SPA.6 1.9595141 -0.7986962 T2
SA.11 SA.1 -0.5350251 -0.0157803 T2
SA.21 SA.2 -0.4573916 -0.7140566 T2
SA.31 SA.3 -1.1448515 -0.8621759 T2
SA.41 SA.4 -1.2097516 0.0265395 T2
SA.51 SA.5 -0.7285438 0.8940950 T2
SA.61 SA.6 1.5709835 1.6135313 T2
G.11 G.1 0.6533640 -0.8198561 T2
G.21 G.2 -1.0060745 -0.8410160 T2
G.31 G.3 0.0988248 -0.7775363 T2
G.41 G.4 1.0543381 -0.3966583 T2
G.51 G.5 -0.3679150 0.0900192 T2
G.61 G.6 -0.2032990 -0.6928968 T2
G.71 G.7 -0.1245951 0.8094555 T2
C.11 C.1 -0.3951780 -0.5024577 T2
C.21 C.2 1.0884820 1.0422143 T2
C.31 C.3 -1.0393110 0.3439379 T2
C.41 C.4 -1.0373697 3.3274824 T2
C.51 C.5 -1.4915954 1.8039703 T2
C.61 C.6 -0.8373767 1.0210544 T2
C.71 C.7 0.2210362 4.1527182 T2
C.81 C.8 -0.5333536 -0.0369401 T2
D.11 D.1 0.3663780 -0.7140566 T2
D.21 D.2 1.0119852 0.0688593 T2
D.31 D.3 0.2909334 -0.7775363 T2
D.41 D.4 0.1506032 -0.3966583 T2
D.51 D.5 1.3913122 -0.0581000 T2
E.11 E.1 -2.4609733 -0.6082572 T2
E.21 E.2 -0.5478526 0.0265395 T2
E.31 E.3 0.2254832 0.1958186 T2
E.41 E.4 -0.8348857 -0.7775363 T2
E.51 E.5 0.2451979 -0.1850594 T2
E.61 E.6 -0.4376445 -0.8410160 T2
E.71 E.7 1.1216711 -0.3120187 T2
E.81 E.8 -0.8991520 -0.1638995 T2
E.91 E.9 -0.2530338 -0.6928968 T2

Network Descriptive Comparisons

Descriptives NetworkAverageT1 NetworkAverageT2
Betweenness 50.0677966101695(71.7264594103468) 47.8813559322034(48.7693674157226)
Closeness 0.0111721329931847(0.0016709706437504) 0.0117625892750858(0.00160412445748277)
Edge Strength 2.02161664803988(0.0698099578700882) 2.26013997248361(0.0724821794040941)

Smallworld Estimation

Research Question 2: Investigating Comorbid Symptoms connecting disorders

Seperation of disorder symptoms by DSM category: Contrasting connections between Internalising, Externalising and compulsive disorders:

Time Point 1

Further Investigation of Compulsive Nodes only

Time 1
Connection Partial Ttest p
C.1-IM.3 -0.234626260095672 -29.9923016808346 3.82333748835291e-192
D.2-C.1 0.140089524263784 17.5811498059623 1.59674858964777e-68
E.9-C.1 0.112443868537361 14.0616577264251 1.23170700826547e-44
Connection Partial Ttest p
C.2-IM.3 0.166248276810592 20.9498532019375 4.07448029681317e-96
C.2-G.4 0.23924819789011 30.6186292264439 6.2145832694869e-200
D.2-C.2 -0.156970362308756 -19.7502607491685 9.11272131400181e-86
Connection Partial Ttest p
C.3-IM.1 0.111569306894061 13.9509054845049 5.74251035658313e-44
C.3-IN.6 -0.113908737655736 -14.2472392763697 9.09385472634771e-46
C.3-IN.7 0.128217624994646 16.0651563770831 1.31167962918951e-57
C.3-SPA.2 0.167973087677263 21.1734833631998 4.1418842178354e-98
C.3-G.3 0.198381532594145 25.1511323044171 7.68553693912907e-137
Connection Partial Ttest p
C.4-H.3 0.133183669919727 16.6984051260155 4.71171845454056e-62
C.4-IM.1 -0.209629672629433 -26.6409028061747 6.38248409956644e-153
C.4-IN.2 0.112658845095184 14.0888868631551 8.42069743666102e-45
C.4-IN.5 0.110545402111291 13.8212825005549 3.42874017383324e-43
C.4-SPA.2 -0.118888626746467 -14.8788439505919 9.99560309256078e-50
C.4-SA.3 -0.15181686754775 -19.0862762308648 2.75483225452172e-80
C.4-G.1 0.135091490688723 16.9420198623823 8.30768732240319e-64
C.4-G.3 -0.113285861300826 -14.1683167971027 2.76567969432255e-45
C.4-G.7 -0.179487825362626 -22.67166737815 5.69595202801429e-112
D.5-C.4 0.22015458594279 28.044891128507 7.62106923990004e-169
E.3-C.4 0.117446156877307 14.6957790354491 1.45981279507709e-48
E.7-C.4 -0.11397199217744 -14.2552549854577 8.11974144362081e-46
Connection Partial Ttest p
C.5-SPA.2 0.1376066015804 17.2634748875932 3.70056499790037e-66
E.5-C.5 -0.201044023387928 -25.5028073557906 1.46552387624384e-140
Connection Partial Ttest p
D.3-C.6 -0.135176276275746 -16.9528507933541 6.93342333225313e-64
Connection Partial Ttest p
C.7-IM.1 0.134246916370449 16.8341504074951 5.00027902181162e-63
C.7-IM.4 -0.168050528453832 -21.1835286147669 3.36677014396827e-98
C.7-IN.2 -0.133668817783873 -16.7603369191287 1.69690771351594e-62
C.7-IN.8 0.164349645672827 20.7039149566742 6.00848125919565e-94
C.7-SPA.1 0.175351727498263 22.1324483031725 7.02426174087049e-107
C.7-SPA.2 -0.17417692369789 -21.9795121971663 1.86083179366604e-105
C.7-SPA.6 0.208662357461445 26.5123613574743 1.68163243585193e-151
C.7-SA.3 0.22084350075287 28.1371423494769 6.45561544558698e-170
C.7-SA.5 -0.153982528869427 -19.36510591106 1.44639952687292e-82
C.7-G.1 -0.125269721573657 -15.6898368350096 4.72377430815413e-55
C.7-G.6 0.170201728563406 21.4627342097276 1.02349585940173e-100
D.1-C.7 0.172825410132529 21.8036916679513 7.84064609828372e-104
D.5-C.7 -0.224566193004226 -28.6364111811762 8.97226008648075e-176
E.1-C.7 0.185074127127589 23.4019264359821 4.77596342041097e-119
E.5-C.7 0.130755963810161 16.3886776975007 7.37344950773101e-60
E.9-C.7 -0.264150698166553 -34.0326375802133 7.36116776063187e-245
Connection Partial Ttest p
C.8-H.4 0.135751751325045 17.0263748659339 2.02569326812848e-64
C.8-IM.1 -0.128967668355962 -16.1607186479757 2.86847076289236e-58
C.8-IN.8 -0.139036104123263 -17.4463301433018 1.62919812347614e-67
C.8-G.7 0.236008030604688 30.179319952798 1.86901284829538e-194
E.2-C.8 0.132197079795889 16.572499113603 3.71535682699589e-61
E.5-C.8 -0.134356917351399 -16.8481976664153 3.96051933770364e-63
E.8-C.8 -0.170372214111217 -21.4848750889588 6.44400616408528e-101
E.9-C.8 0.20143836782657 25.5549441866321 4.07859493646774e-141

Time 2

Connection Partial Ttest p
C.1-SPA.1 0.1272336750426 15.9398347751413 9.5038148456788e-57
E.2-C.1 0.137918324167954 17.3033395599703 1.8782053666961e-66
Connection Partial Ttest p
C.2-H.2 -0.13995384193904 -17.5637813956939 2.15578309755943e-68
C.2-G.1 0.251310787682485 32.2637958316945 4.57320956670396e-221
D.1-C.2 -0.151918611449156 -19.0993694610187 2.15646269258186e-80
D.5-C.2 0.162617708186544 20.4797756407374 5.42287988786241e-92
Connection Partial Ttest p
C.3-SPA.1 -0.259636260286376 -33.4085717405074 2.43645978626675e-236
C.3-SPA.5 0.212892529817347 27.0750929673905 9.11667587130472e-158
C.3-SPA.6 -0.208686319017462 -26.5155444986586 1.55104354602516e-151
C.3-G.3 0.203374677510322 25.8111349163485 7.34326571783175e-144
C.3-G.4 -0.149462923133694 -18.7835240156563 7.58531087457563e-78
E.6-C.3 -0.154619803792791 -19.4472095237253 3.04096257277423e-83
Connection Partial Ttest p
C.4-H.2 0.183995881586387 23.2607943939295 1.15594443463536e-117
C.4-H.5 0.157758869082612 19.8519976116348 1.27133631581187e-86
C.4-IM.1 -0.145612373557466 -18.28898777928 6.10492897497536e-74
C.4-IN.1 0.151142521976142 18.9995116517728 1.39032039628495e-79
C.4-SPA.3 0.143115606954693 17.9687768251132 1.82687095588581e-71
C.4-SPA.5 -0.26199668725665 -33.7345754123043 8.97550890835761e-241
C.4-SA.6 -0.120316996877269 -15.0602136156282 6.79858388752216e-51
C.4-G.1 -0.238211383578403 -30.4779384424615 3.59296944236889e-198
E.5-C.4 -0.204499043297563 -25.9600431051714 1.81595304666535e-145
Connection Partial Ttest p
C.5-H.2 -0.20635103407089 -26.2055502535417 3.904366369003e-148
C.5-H.4 0.177455576482147 22.4065718847623 1.87392813481156e-109
C.5-IN.3 0.14996398898086 18.8479409641939 2.31174100147867e-78
C.5-IN.4 0.140176650700883 17.592303211306 1.316598775725e-68
C.5-G.6 -0.12694506707561 -15.9030850725998 1.69387639891011e-56
C.5-G.7 -0.248592041789223 -31.8916329058261 3.35486356202427e-216
E.2-C.5 -0.180065628281717 -22.7470931209895 1.08225003481248e-112
Connection Partial Ttest p
C.6-IM.1 0.168367560521508 21.2246567268117 1.44003637859093e-98
C.6-SA.5 -0.14046169307433 -17.6287955452574 6.99798315973155e-69
C.6-SA.6 0.168450822089208 21.2354592529996 1.15181892236258e-98
C.6-G.2 0.123718250703527 15.4924777721074 9.89220500878978e-54
Connection Partial Ttest p
C.7-H.4 -0.316987682630415 -41.5312472568673 0
C.7-IN.3 -0.198280463062726 -25.1377940149816 1.06125780735835e-136
C.7-IN.7 0.149233291761388 18.7540075910281 1.30576296163434e-77
C.7-SPA.1 0.317976038126067 41.6752804937961 0
C.7-SPA.4 -0.123157489766964 -15.4211731245615 2.94178682755683e-53
D.2-C.7 0.13289562754362 16.6616407173003 8.62426264264761e-62
E.1-C.7 0.136827748195135 17.1638939735741 2.00054012074077e-65
E.2-C.7 0.139798469105944 17.5438936841058 3.03901327444016e-68
E.5-C.7 0.160946880352095 20.2637291511739 3.9819844747413e-90
E.8-C.7 -0.199976563055994 -25.361741669064 4.6104084106063e-139
Connection Partial Ttest p
C.8-H.3 -0.131049034800303 -16.4260517379193 4.02675781638239e-60
C.8-SPA.6 0.211669459836994 26.912228181498 6.10362527292056e-156
C.8-G.1 -0.12255557834736 -15.3446525959963 9.42359690076795e-53
C.8-G.7 0.321484291340238 42.1877644518557 0
Written with lots of love, The CodeMonkey says hi. - K